Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 155159 |
| Missing cells | 1058290 |
| Missing cells (%) | 32.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.9 MiB |
| Average record size in memory | 168.0 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 6 |
| DATE | 1 |
wind_spd has a high cardinality: 2124 distinct values | High cardinality |
pct_possible has a high cardinality: 102 distinct values | High cardinality |
wind_chill is highly correlated with temp | High correlation |
temp is highly correlated with wind_chill | High correlation |
sta_press is highly correlated with sea_lvl_press and 1 other fields | High correlation |
sea_lvl_press is highly correlated with sta_press and 1 other fields | High correlation |
altimeter_setting is highly correlated with sea_lvl_press and 1 other fields | High correlation |
file_name is highly correlated with site and 1 other fields | High correlation |
site is highly correlated with file_name | High correlation |
year is highly correlated with file_name | High correlation |
dew_pt has 18320 (11.8%) missing values | Missing |
rH has 18376 (11.8%) missing values | Missing |
heat_idx has 152201 (98.1%) missing values | Missing |
wind_chill has 96191 (62.0%) missing values | Missing |
wind_dir has 7972 (5.1%) missing values | Missing |
hr_precip has 120618 (77.7%) missing values | Missing |
snow_depth has 68084 (43.9%) missing values | Missing |
snowfall_3hr has 69198 (44.6%) missing values | Missing |
snowfall_6hr has 69547 (44.8%) missing values | Missing |
snowfall_24hr has 69801 (45.0%) missing values | Missing |
sea_lvl_press has 87974 (56.7%) missing values | Missing |
sta_press has 70210 (45.3%) missing values | Missing |
altimeter_setting has 70210 (45.3%) missing values | Missing |
solar_radiation has 69794 (45.0%) missing values | Missing |
pct_possible has 69794 (45.0%) missing values | Missing |
hr_precip is highly skewed (γ1 = 63.53586536) | Skewed |
snowfall_3hr is highly skewed (γ1 = 26.91591115) | Skewed |
snowfall_6hr is highly skewed (γ1 = 22.47496747) | Skewed |
hr_precip has 30738 (19.8%) zeros | Zeros |
snow_depth has 5364 (3.5%) zeros | Zeros |
snowfall_3hr has 55831 (36.0%) zeros | Zeros |
snowfall_6hr has 54240 (35.0%) zeros | Zeros |
snowfall_24hr has 51275 (33.0%) zeros | Zeros |
solar_radiation has 42637 (27.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-06 16:02:20.418501 |
|---|---|
| Analysis finished | 2023-01-06 16:02:53.875947 |
| Duration | 33.46 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
dt
Date
| Distinct | 70602 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| Minimum | 2007-01-01 00:00:00 |
|---|---|
| Maximum | 2021-12-31 23:00:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 144 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.41926024 |
|---|---|
| Minimum | -42 |
| Maximum | 106 |
| Zeros | 367 |
| Zeros (%) | 0.2% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -42 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 23 |
| median | 33 |
| Q3 | 49 |
| 95-th percentile | 72 |
| Maximum | 106 |
| Range | 148 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.58854766 |
|---|---|
| Coefficient of variation (CV) | 0.537862316 |
| Kurtosis | 0.0766972782 |
| Mean | 36.41926024 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.2922759327 |
| Sum | 5650776 |
| Variance | 383.7111994 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 32 | 4374 | 2.8% | |
| 30 | 4230 | 2.7% | |
| 28 | 4080 | 2.6% | |
| 31 | 4046 | 2.6% | |
| 27 | 3986 | 2.6% | |
| 29 | 3985 | 2.6% | |
| 33 | 3806 | 2.5% | |
| 26 | 3802 | 2.5% | |
| 25 | 3569 | 2.3% | |
| 24 | 3435 | 2.2% | |
| Other values (134) | 115846 | 74.7% |
| Value | Count | Frequency (%) | |
| -42 | 2 | < 0.1% | |
| -41 | 6 | < 0.1% | |
| -39 | 1 | < 0.1% | |
| -38 | 2 | < 0.1% | |
| -35 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 106 | 1 | < 0.1% | |
| 104 | 2 | < 0.1% | |
| 102 | 1 | < 0.1% | |
| 101 | 2 | < 0.1% | |
| 100 | 5 | < 0.1% |
| Distinct | 153 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 18320 |
| Missing (%) | 11.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.53768297 |
|---|---|
| Minimum | -76 |
| Maximum | 101 |
| Zeros | 400 |
| Zeros (%) | 0.3% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -76 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 18 |
| median | 27 |
| Q3 | 37 |
| 95-th percentile | 49 |
| Maximum | 101 |
| Range | 177 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 15.34902156 |
|---|---|
| Coefficient of variation (CV) | 0.5783858967 |
| Kurtosis | 3.949791731 |
| Mean | 26.53768297 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -1.019069054 |
| Sum | 3631390 |
| Variance | 235.5924629 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 26 | 4375 | 2.8% | |
| 28 | 4235 | 2.7% | |
| 30 | 4188 | 2.7% | |
| 24 | 4122 | 2.7% | |
| 25 | 4072 | 2.6% | |
| 32 | 4057 | 2.6% | |
| 23 | 3877 | 2.5% | |
| 20 | 3755 | 2.4% | |
| 22 | 3667 | 2.4% | |
| 19 | 3658 | 2.4% | |
| Other values (143) | 96833 | 62.4% | |
| (Missing) | 18320 | 11.8% |
| Value | Count | Frequency (%) | |
| -76 | 2 | < 0.1% | |
| -75 | 2 | < 0.1% | |
| -74 | 4 | < 0.1% | |
| -73 | 4 | < 0.1% | |
| -72 | 11 | < 0.1% |
| Value | Count | Frequency (%) | |
| 101 | 1 | < 0.1% | |
| 75 | 1 | < 0.1% | |
| 74 | 5 | < 0.1% | |
| 73 | 6 | < 0.1% | |
| 72 | 6 | < 0.1% |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 18376 |
| Missing (%) | 11.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.1108398 |
|---|---|
| Minimum | 1 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 55 |
| median | 81 |
| Q3 | 93 |
| 95-th percentile | 99 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 23.39028427 |
|---|---|
| Coefficient of variation (CV) | 0.3199290876 |
| Kurtosis | -0.5048161741 |
| Mean | 73.1108398 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.7702044401 |
| Sum | 10000320 |
| Variance | 547.1053981 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 100 | 5725 | 3.7% | |
| 94 | 5237 | 3.4% | |
| 95 | 4951 | 3.2% | |
| 96 | 4924 | 3.2% | |
| 92 | 4776 | 3.1% | |
| 93 | 4439 | 2.9% | |
| 97 | 4254 | 2.7% | |
| 91 | 3959 | 2.6% | |
| 90 | 3900 | 2.5% | |
| 98 | 3774 | 2.4% | |
| Other values (90) | 90844 | 58.5% | |
| (Missing) | 18376 | 11.8% |
| Value | Count | Frequency (%) | |
| 1 | 149 | 0.1% | |
| 2 | 225 | 0.1% | |
| 3 | 183 | 0.1% | |
| 4 | 107 | 0.1% | |
| 5 | 51 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 5725 | 3.7% | |
| 99 | 3130 | 2.0% | |
| 98 | 3774 | 2.4% | |
| 97 | 4254 | 2.7% | |
| 96 | 4924 | 3.2% |
| Distinct | 29 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 152201 |
| Missing (%) | 98.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.83400947 |
|---|---|
| Minimum | 78 |
| Maximum | 201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 78 |
|---|---|
| 5-th percentile | 79 |
| Q1 | 80 |
| median | 82 |
| Q3 | 84 |
| 95-th percentile | 89 |
| Maximum | 201 |
| Range | 123 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.16856112 |
|---|---|
| Coefficient of variation (CV) | 0.05032427075 |
| Kurtosis | 220.3628771 |
| Mean | 82.83400947 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 8.828742129 |
| Sum | 245023 |
| Variance | 17.37690181 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) | |
| 80 | 558 | 0.4% | |
| 81 | 471 | 0.3% | |
| 82 | 376 | 0.2% | |
| 79 | 309 | 0.2% | |
| 83 | 275 | 0.2% | |
| 84 | 225 | 0.1% | |
| 85 | 183 | 0.1% | |
| 86 | 148 | 0.1% | |
| 87 | 106 | 0.1% | |
| 88 | 98 | 0.1% | |
| Other values (19) | 209 | 0.1% | |
| (Missing) | 152201 | 98.1% |
| Value | Count | Frequency (%) | |
| 78 | 15 | < 0.1% | |
| 79 | 309 | 0.2% | |
| 80 | 558 | 0.4% | |
| 81 | 471 | 0.3% | |
| 82 | 376 | 0.2% |
| Value | Count | Frequency (%) | |
| 201 | 1 | < 0.1% | |
| 110 | 1 | < 0.1% | |
| 107 | 1 | < 0.1% | |
| 104 | 4 | < 0.1% | |
| 102 | 2 | < 0.1% |
| Distinct | 111 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 96191 |
| Missing (%) | 62.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.10161443 |
|---|---|
| Minimum | -70 |
| Maximum | 42 |
| Zeros | 652 |
| Zeros (%) | 0.4% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -70 |
|---|---|
| 5-th percentile | -10 |
| Q1 | 8 |
| median | 18 |
| Q3 | 26 |
| 95-th percentile | 37 |
| Maximum | 42 |
| Range | 112 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 15.06432757 |
|---|---|
| Coefficient of variation (CV) | 0.9355787044 |
| Kurtosis | 2.398416701 |
| Mean | 16.10161443 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -1.127472988 |
| Sum | 949480 |
| Variance | 226.9339652 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 16 | 2183 | 1.4% | |
| 19 | 2085 | 1.3% | |
| 18 | 1949 | 1.3% | |
| 21 | 1936 | 1.2% | |
| 22 | 1897 | 1.2% | |
| 14 | 1883 | 1.2% | |
| 24 | 1755 | 1.1% | |
| 11 | 1638 | 1.1% | |
| 10 | 1629 | 1.0% | |
| 23 | 1609 | 1.0% | |
| Other values (101) | 40404 | 26.0% | |
| (Missing) | 96191 | 62.0% |
| Value | Count | Frequency (%) | |
| -70 | 1 | < 0.1% | |
| -69 | 1 | < 0.1% | |
| -68 | 1 | < 0.1% | |
| -67 | 1 | < 0.1% | |
| -65 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 42 | 110 | 0.1% | |
| 41 | 353 | 0.2% | |
| 40 | 360 | 0.2% | |
| 39 | 916 | 0.6% | |
| 38 | 856 | 0.6% |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7972 |
| Missing (%) | 5.1% |
| Memory size | 1.2 MiB |
| WSW | |
|---|---|
| SW | |
| SSW | |
| NW | |
| W | |
| Other values (11) |
| Value | Count | Frequency (%) | |
| WSW | 32999 | 21.3% | |
| SW | 26696 | 17.2% | |
| SSW | 14553 | 9.4% | |
| NW | 13111 | 8.5% | |
| W | 10370 | 6.7% | |
| WNW | 9544 | 6.2% | |
| NE | 5835 | 3.8% | |
| S | 5601 | 3.6% | |
| NNE | 5347 | 3.4% | |
| N | 5036 | 3.2% | |
| Other values (6) | 18095 | 11.7% | |
| (Missing) | 7972 | 5.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.372798226 |
| Min length | 1 |
| Distinct | 2124 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 0G0 | 4984 |
|---|---|
| 1G4 | 3514 |
| 1G3 | 3031 |
| 2G6 | 2399 |
| 1G5 | 2355 |
| Other values (2119) |
| Value | Count | Frequency (%) | |
| 0G0 | 4984 | 3.2% | |
| 1G4 | 3514 | 2.3% | |
| 1G3 | 3031 | 2.0% | |
| 2G6 | 2399 | 1.5% | |
| 1G5 | 2355 | 1.5% | |
| 2G7 | 2346 | 1.5% | |
| 2G5 | 2209 | 1.4% | |
| 0G2 | 2017 | 1.3% | |
| 2G8 | 1899 | 1.2% | |
| 3G8 | 1840 | 1.2% | |
| Other values (2114) | 128565 | 82.9% |
Frequencies of value counts
Unique
| Unique | 660 ? |
|---|---|
| Unique (%) | 0.4% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 3.985808107 |
| Min length | 1 |
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 120618 |
| Missing (%) | 77.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.007582003995 |
|---|---|
| Minimum | 0 |
| Maximum | 19.58 |
| Zeros | 30738 |
| Zeros (%) | 19.8% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.02 |
| Maximum | 19.58 |
| Range | 19.58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2425489193 |
|---|---|
| Coefficient of variation (CV) | 31.99008065 |
| Kurtosis | 4329.938167 |
| Mean | 0.007582003995 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 63.53586536 |
| Sum | 261.89 |
| Variance | 0.05882997826 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) | |
| 0 | 30738 | 19.8% | |
| 0.01 | 1735 | 1.1% | |
| 0.02 | 739 | 0.5% | |
| 0.03 | 384 | 0.2% | |
| 0.04 | 260 | 0.2% | |
| 0.05 | 176 | 0.1% | |
| 0.06 | 135 | 0.1% | |
| 0.07 | 76 | < 0.1% | |
| 0.08 | 57 | < 0.1% | |
| 0.09 | 49 | < 0.1% | |
| Other values (39) | 192 | 0.1% | |
| (Missing) | 120618 | 77.7% |
| Value | Count | Frequency (%) | |
| 0 | 30738 | 19.8% | |
| 0.01 | 1735 | 1.1% | |
| 0.02 | 739 | 0.5% | |
| 0.03 | 384 | 0.2% | |
| 0.04 | 260 | 0.2% |
| Value | Count | Frequency (%) | |
| 19.58 | 1 | < 0.1% | |
| 17.75 | 1 | < 0.1% | |
| 17.53 | 1 | < 0.1% | |
| 16.48 | 1 | < 0.1% | |
| 15.64 | 1 | < 0.1% |
| Distinct | 1157 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 68084 |
| Missing (%) | 43.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.00705369 |
|---|---|
| Minimum | 0 |
| Maximum | 149.6 |
| Zeros | 5364 |
| Zeros (%) | 3.5% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.1 |
| median | 12.2 |
| Q3 | 35.7 |
| 95-th percentile | 77.9 |
| Maximum | 149.6 |
| Range | 149.6 |
| Interquartile range (IQR) | 31.6 |
Descriptive statistics
| Standard deviation | 26.58475153 |
|---|---|
| Coefficient of variation (CV) | 1.107372519 |
| Kurtosis | 1.635547209 |
| Mean | 24.00705369 |
| Median Absolute Deviation (MAD) | 10.8 |
| Skewness | 1.409922921 |
| Sum | 2090414.2 |
| Variance | 706.7490138 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5364 | 3.5% | |
| 0.1 | 873 | 0.6% | |
| 0.3 | 847 | 0.5% | |
| 0.2 | 692 | 0.4% | |
| 2.5 | 613 | 0.4% | |
| 0.4 | 609 | 0.4% | |
| 0.5 | 454 | 0.3% | |
| 3 | 428 | 0.3% | |
| 2 | 425 | 0.3% | |
| 2.6 | 417 | 0.3% | |
| Other values (1147) | 76353 | 49.2% | |
| (Missing) | 68084 | 43.9% |
| Value | Count | Frequency (%) | |
| 0 | 5364 | 3.5% | |
| 0.1 | 873 | 0.6% | |
| 0.2 | 692 | 0.4% | |
| 0.3 | 847 | 0.5% | |
| 0.4 | 609 | 0.4% |
| Value | Count | Frequency (%) | |
| 149.6 | 5 | < 0.1% | |
| 149.5 | 14 | < 0.1% | |
| 149.4 | 1 | < 0.1% | |
| 149.3 | 6 | < 0.1% | |
| 149.2 | 27 | < 0.1% |
| Distinct | 341 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 69198 |
| Missing (%) | 44.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5219925315 |
|---|---|
| Minimum | 0 |
| Maximum | 149.5 |
| Zeros | 55831 |
| Zeros (%) | 36.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.2 |
| 95-th percentile | 1.9 |
| Maximum | 149.5 |
| Range | 149.5 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 4.329892409 |
|---|---|
| Coefficient of variation (CV) | 8.294931724 |
| Kurtosis | 825.1669677 |
| Mean | 0.5219925315 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.91591115 |
| Sum | 44871 |
| Variance | 18.74796828 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 55831 | 36.0% | |
| 0.1 | 5510 | 3.6% | |
| 0.2 | 3839 | 2.5% | |
| 0.3 | 2769 | 1.8% | |
| 0.4 | 2316 | 1.5% | |
| 0.5 | 1776 | 1.1% | |
| 0.6 | 1450 | 0.9% | |
| 0.7 | 1246 | 0.8% | |
| 0.8 | 1138 | 0.7% | |
| 0.9 | 876 | 0.6% | |
| Other values (331) | 9210 | 5.9% | |
| (Missing) | 69198 | 44.6% |
| Value | Count | Frequency (%) | |
| 0 | 55831 | 36.0% | |
| 0.1 | 5510 | 3.6% | |
| 0.2 | 3839 | 2.5% | |
| 0.3 | 2769 | 1.8% | |
| 0.4 | 2316 | 1.5% |
| Value | Count | Frequency (%) | |
| 149.5 | 2 | < 0.1% | |
| 149.4 | 2 | < 0.1% | |
| 149.3 | 2 | < 0.1% | |
| 149.1 | 4 | < 0.1% | |
| 148.8 | 1 | < 0.1% |
| Distinct | 380 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 69547 |
| Missing (%) | 44.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7085466991 |
|---|---|
| Minimum | 0 |
| Maximum | 149.5 |
| Zeros | 54240 |
| Zeros (%) | 35.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.3 |
| 95-th percentile | 2.6 |
| Maximum | 149.5 |
| Range | 149.5 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 5.451384955 |
|---|---|
| Coefficient of variation (CV) | 7.693755348 |
| Kurtosis | 560.0450366 |
| Mean | 0.7085466991 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.47496747 |
| Sum | 60660.1 |
| Variance | 29.71759793 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 54240 | 35.0% | |
| 0.1 | 4340 | 2.8% | |
| 0.2 | 3305 | 2.1% | |
| 0.3 | 2478 | 1.6% | |
| 0.4 | 2173 | 1.4% | |
| 0.5 | 1719 | 1.1% | |
| 0.6 | 1520 | 1.0% | |
| 0.7 | 1335 | 0.9% | |
| 0.8 | 1201 | 0.8% | |
| 0.9 | 996 | 0.6% | |
| Other values (370) | 12305 | 7.9% | |
| (Missing) | 69547 | 44.8% |
| Value | Count | Frequency (%) | |
| 0 | 54240 | 35.0% | |
| 0.1 | 4340 | 2.8% | |
| 0.2 | 3305 | 2.1% | |
| 0.3 | 2478 | 1.6% | |
| 0.4 | 2173 | 1.4% |
| Value | Count | Frequency (%) | |
| 149.5 | 2 | < 0.1% | |
| 149.4 | 1 | < 0.1% | |
| 149.3 | 5 | < 0.1% | |
| 149.1 | 1 | < 0.1% | |
| 148.9 | 1 | < 0.1% |
| Distinct | 409 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 69801 |
| Missing (%) | 45.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.257981677 |
|---|---|
| Minimum | 0 |
| Maximum | 149.1 |
| Zeros | 51275 |
| Zeros (%) | 33.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.7 |
| 95-th percentile | 4.5 |
| Maximum | 149.1 |
| Range | 149.1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 7.816349717 |
|---|---|
| Coefficient of variation (CV) | 6.213405059 |
| Kurtosis | 286.8508598 |
| Mean | 1.257981677 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.26845858 |
| Sum | 107378.8 |
| Variance | 61.0953229 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 51275 | 33.0% | |
| 0.1 | 2652 | 1.7% | |
| 0.2 | 2351 | 1.5% | |
| 0.3 | 1997 | 1.3% | |
| 0.4 | 1921 | 1.2% | |
| 0.5 | 1496 | 1.0% | |
| 0.6 | 1378 | 0.9% | |
| 0.7 | 1264 | 0.8% | |
| 0.8 | 1204 | 0.8% | |
| 0.9 | 973 | 0.6% | |
| Other values (399) | 18847 | 12.1% | |
| (Missing) | 69801 | 45.0% |
| Value | Count | Frequency (%) | |
| 0 | 51275 | 33.0% | |
| 0.1 | 2652 | 1.7% | |
| 0.2 | 2351 | 1.5% | |
| 0.3 | 1997 | 1.3% | |
| 0.4 | 1921 | 1.2% |
| Value | Count | Frequency (%) | |
| 149.1 | 6 | < 0.1% | |
| 149 | 2 | < 0.1% | |
| 148.8 | 4 | < 0.1% | |
| 148.7 | 3 | < 0.1% | |
| 148.6 | 31 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| SNSLP | |
|---|---|
| JVEMT | |
| S11MT | |
| MRPMT | |
| SH7MT |
| Value | Count | Frequency (%) | |
| SNSLP | 68084 | 43.9% | |
| JVEMT | 17853 | 11.5% | |
| S11MT | 17818 | 11.5% | |
| MRPMT | 17424 | 11.2% | |
| SH7MT | 17291 | 11.1% | |
| SH4MT | 16689 | 10.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| SNSLP-2016.html | 8764 |
|---|---|
| JVEMT-2020.html | 8724 |
| S11MT-2020.html | 8710 |
| SNSLP-2017.html | 8558 |
| MRPMT-2020.html | 8362 |
| Other values (23) |
| Value | Count | Frequency (%) | |
| SNSLP-2016.html | 8764 | 5.6% | |
| JVEMT-2020.html | 8724 | 5.6% | |
| S11MT-2020.html | 8710 | 5.6% | |
| SNSLP-2017.html | 8558 | 5.5% | |
| MRPMT-2020.html | 8362 | 5.4% | |
| SH7MT-2020.html | 8324 | 5.4% | |
| SNSLP-2020.html | 7822 | 5.0% | |
| SH4MT-2020.html | 7750 | 5.0% | |
| SNSLP-2019.html | 7563 | 4.9% | |
| SH4MT-2021.html | 7312 | 4.7% | |
| Other values (18) | 73270 | 47.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 2020 | |
|---|---|
| 2021 | |
| 2019 | |
| 2016 | |
| 2017 | |
| Other values (8) |
| Value | Count | Frequency (%) | |
| 2020 | 49692 | 32.0% | |
| 2021 | 42086 | 27.1% | |
| 2019 | 16560 | 10.7% | |
| 2016 | 8764 | 5.6% | |
| 2017 | 8558 | 5.5% | |
| 2018 | 7139 | 4.6% | |
| 2008 | 6214 | 4.0% | |
| 2007 | 5591 | 3.6% | |
| 2014 | 3536 | 2.3% | |
| 2011 | 2040 | 1.3% | |
| Other values (3) | 4979 | 3.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
| Distinct | 12847 |
|---|---|
| Distinct (%) | 19.1% |
| Missing | 87974 |
| Missing (%) | 56.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.4523845 |
|---|---|
| Minimum | 762.09 |
| Maximum | 1176.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 762.09 |
|---|---|
| 5-th percentile | 774.92 |
| Q1 | 956.99 |
| median | 1011.07 |
| Q3 | 1022.07 |
| 95-th percentile | 1073.31 |
| Maximum | 1176.42 |
| Range | 414.33 |
| Interquartile range (IQR) | 65.08 |
Descriptive statistics
| Standard deviation | 105.5316795 |
|---|---|
| Coefficient of variation (CV) | 0.1096487278 |
| Kurtosis | -0.6366816303 |
| Mean | 962.4523845 |
| Median Absolute Deviation (MAD) | 15.32 |
| Skewness | -1.004717144 |
| Sum | 64662363.45 |
| Variance | 11136.93538 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1015.46 | 86 | 0.1% | |
| 1015.12 | 72 | < 0.1% | |
| 1011.92 | 68 | < 0.1% | |
| 1016 | 67 | < 0.1% | |
| 1015.8 | 60 | < 0.1% | |
| 1018.16 | 59 | < 0.1% | |
| 1017.89 | 59 | < 0.1% | |
| 1016.34 | 58 | < 0.1% | |
| 1019 | 58 | < 0.1% | |
| 1012.26 | 57 | < 0.1% | |
| Other values (12837) | 66541 | 42.9% | |
| (Missing) | 87974 | 56.7% |
| Value | Count | Frequency (%) | |
| 762.09 | 1 | < 0.1% | |
| 762.27 | 1 | < 0.1% | |
| 762.44 | 1 | < 0.1% | |
| 762.6 | 1 | < 0.1% | |
| 763.21 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1176.42 | 1 | < 0.1% | |
| 1174.67 | 1 | < 0.1% | |
| 1173.97 | 1 | < 0.1% | |
| 1173.91 | 1 | < 0.1% | |
| 1173.03 | 1 | < 0.1% |
| Distinct | 537 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 70210 |
| Missing (%) | 45.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.44570837 |
|---|---|
| Minimum | 0 |
| Maximum | 25.71 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17.77 |
| Q1 | 22.73 |
| median | 23.17 |
| Q3 | 24.31 |
| 95-th percentile | 24.85 |
| Maximum | 25.71 |
| Range | 25.71 |
| Interquartile range (IQR) | 1.58 |
Descriptive statistics
| Standard deviation | 2.433299229 |
|---|---|
| Coefficient of variation (CV) | 0.1084082172 |
| Kurtosis | -0.03609955493 |
| Mean | 22.44570837 |
| Median Absolute Deviation (MAD) | 1.02 |
| Skewness | -1.158871617 |
| Sum | 1906740.48 |
| Variance | 5.920945137 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 23.17 | 1608 | 1.0% | |
| 23.14 | 1555 | 1.0% | |
| 23.1 | 1365 | 0.9% | |
| 23.2 | 1346 | 0.9% | |
| 23.07 | 1338 | 0.9% | |
| 23.24 | 1292 | 0.8% | |
| 23.27 | 1283 | 0.8% | |
| 23.04 | 1245 | 0.8% | |
| 17.89 | 1152 | 0.7% | |
| 17.92 | 1087 | 0.7% | |
| Other values (527) | 71678 | 46.2% | |
| (Missing) | 70210 | 45.3% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 17.37 | 3 | < 0.1% | |
| 17.38 | 1 | < 0.1% | |
| 17.39 | 2 | < 0.1% | |
| 17.4 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 25.71 | 1 | < 0.1% | |
| 25.7 | 2 | < 0.1% | |
| 25.67 | 2 | < 0.1% | |
| 25.66 | 1 | < 0.1% | |
| 25.57 | 1 | < 0.1% |
| Distinct | 690 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 70210 |
| Missing (%) | 45.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.68547234 |
|---|---|
| Minimum | 0 |
| Maximum | 33.35 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23.05 |
| Q1 | 29.44 |
| median | 29.95 |
| Q3 | 30.14 |
| 95-th percentile | 31.5 |
| Maximum | 33.35 |
| Range | 33.35 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 2.853638608 |
|---|---|
| Coefficient of variation (CV) | 0.09948027261 |
| Kurtosis | 0.2569864934 |
| Mean | 28.68547234 |
| Median Absolute Deviation (MAD) | 0.24 |
| Skewness | -1.336042908 |
| Sum | 2436802.19 |
| Variance | 8.143253308 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 30.02 | 1217 | 0.8% | |
| 30.04 | 1210 | 0.8% | |
| 30.06 | 1200 | 0.8% | |
| 30.03 | 1186 | 0.8% | |
| 29.99 | 1184 | 0.8% | |
| 30.01 | 1126 | 0.7% | |
| 30.05 | 1119 | 0.7% | |
| 30 | 1106 | 0.7% | |
| 29.97 | 1090 | 0.7% | |
| 30.07 | 1070 | 0.7% | |
| Other values (680) | 73441 | 47.3% | |
| (Missing) | 70210 | 45.3% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 22.53 | 3 | < 0.1% | |
| 22.55 | 1 | < 0.1% | |
| 22.56 | 2 | < 0.1% | |
| 22.57 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 33.35 | 1 | < 0.1% | |
| 33.33 | 2 | < 0.1% | |
| 33.3 | 2 | < 0.1% | |
| 33.29 | 1 | < 0.1% | |
| 33.17 | 1 | < 0.1% |
| Distinct | 987 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 69794 |
| Missing (%) | 45.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133.8078252 |
|---|---|
| Minimum | 0 |
| Maximum | 1067 |
| Zeros | 42637 |
| Zeros (%) | 27.5% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 181 |
| 95-th percentile | 678 |
| Maximum | 1067 |
| Range | 1067 |
| Interquartile range (IQR) | 181 |
Descriptive statistics
| Standard deviation | 222.0364803 |
|---|---|
| Coefficient of variation (CV) | 1.659368426 |
| Kurtosis | 2.294663077 |
| Mean | 133.8078252 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.805046887 |
| Sum | 11422505 |
| Variance | 49300.19857 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 42637 | 27.5% | |
| 2 | 339 | 0.2% | |
| 3 | 313 | 0.2% | |
| 5 | 294 | 0.2% | |
| 1 | 294 | 0.2% | |
| 4 | 294 | 0.2% | |
| 6 | 264 | 0.2% | |
| 11 | 260 | 0.2% | |
| 12 | 240 | 0.2% | |
| 8 | 235 | 0.2% | |
| Other values (977) | 40195 | 25.9% | |
| (Missing) | 69794 | 45.0% |
| Value | Count | Frequency (%) | |
| 0 | 42637 | 27.5% | |
| 1 | 294 | 0.2% | |
| 2 | 339 | 0.2% | |
| 3 | 313 | 0.2% | |
| 4 | 294 | 0.2% |
| Value | Count | Frequency (%) | |
| 1067 | 1 | < 0.1% | |
| 1056 | 1 | < 0.1% | |
| 1024 | 1 | < 0.1% | |
| 1020 | 2 | < 0.1% | |
| 1009 | 1 | < 0.1% |
| Distinct | 102 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 69794 |
| Missing (%) | 45.0% |
| Memory size | 1.2 MiB |
| -- | |
|---|---|
| 100 % | 1097 |
| 10 % | 819 |
| 13 % | 817 |
| 8 % | 809 |
| Other values (97) |
| Value | Count | Frequency (%) | |
| -- | 42637 | 27.5% | |
| 100 % | 1097 | 0.7% | |
| 10 % | 819 | 0.5% | |
| 13 % | 817 | 0.5% | |
| 8 % | 809 | 0.5% | |
| 5 % | 801 | 0.5% | |
| 9 % | 783 | 0.5% | |
| 11 % | 776 | 0.5% | |
| 17 % | 756 | 0.5% | |
| 7 % | 751 | 0.5% | |
| Other values (92) | 35319 | 22.8% | |
| (Missing) | 69794 | 45.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 2.971583988 |
| Min length | 2 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| dt | temp | dew_pt | rH | heat_idx | wind_chill | wind_dir | wind_spd | hr_precip | snow_depth | snowfall_3hr | snowfall_6hr | snowfall_24hr | site | file_name | year | sea_lvl_press | sta_press | altimeter_setting | solar_radiation | pct_possible | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021-12-31 23:00:00 | -12.0 | -16.0 | 80.0 | NaN | NaN | E | 2G5 | 0.0 | 18.9 | 0.0 | 0.0 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 1 | 2021-12-31 22:00:00 | -10.0 | -14.0 | 81.0 | NaN | NaN | E | 2G5 | 0.0 | 18.7 | 0.0 | 0.0 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 2 | 2021-12-31 21:00:00 | -7.0 | -11.0 | 82.0 | NaN | NaN | E | 2G5 | 0.0 | 19.1 | 0.0 | 0.1 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 3 | 2021-12-31 20:00:00 | -5.0 | -9.0 | 81.0 | NaN | NaN | E | 1G3 | 0.0 | 19.1 | 0.0 | 0.1 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 4 | 2021-12-31 19:00:00 | -2.0 | -7.0 | 79.0 | NaN | NaN | E | 1G3 | 0.0 | 19.1 | 0.1 | 0.1 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 5 | 2021-12-31 18:00:00 | -1.0 | -7.0 | 75.0 | NaN | NaN | E | 1G3 | 0.0 | 19.1 | 0.1 | 0.1 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 6 | 2021-12-31 17:00:00 | 0.0 | -7.0 | 72.0 | NaN | NaN | ENE | 1G6 | 0.0 | 19.2 | 0.2 | 0.1 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 7 | 2021-12-31 16:00:00 | 1.0 | -10.0 | 58.0 | NaN | NaN | E | 5G11 | 0.0 | 19.0 | 0.0 | 0.0 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 8 | 2021-12-31 15:00:00 | 1.0 | -12.0 | 55.0 | NaN | -12.0 | E | 7G15 | 0.0 | 19.0 | 0.0 | 0.0 | 0.0 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
| 9 | 2021-12-31 14:00:00 | 1.0 | -11.0 | 56.0 | NaN | -12.0 | ESE | 7G14 | 0.0 | 19.0 | 0.0 | 0.0 | 0.5 | JVEMT | JVEMT-2021.html | 2021 | NaN | NaN | NaN | NaN | NaN |
Last rows
| dt | temp | dew_pt | rH | heat_idx | wind_chill | wind_dir | wind_spd | hr_precip | snow_depth | snowfall_3hr | snowfall_6hr | snowfall_24hr | site | file_name | year | sea_lvl_press | sta_press | altimeter_setting | solar_radiation | pct_possible | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155149 | 2019-10-16 04:00:00 | 48.0 | NaN | NaN | NaN | NaN | SW | 15G31 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.70 | 29.94 | NaN | NaN |
| 155150 | 2019-10-16 03:00:00 | 48.0 | NaN | NaN | NaN | NaN | SW | 14G29 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.70 | 29.95 | NaN | NaN |
| 155151 | 2019-10-16 02:00:00 | 49.0 | NaN | NaN | NaN | NaN | SW | 14G29 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.70 | 29.94 | NaN | NaN |
| 155152 | 2019-10-16 01:00:00 | 49.0 | NaN | NaN | NaN | NaN | SW | 15G31 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.70 | 29.94 | NaN | NaN |
| 155153 | 2019-10-16 00:00:00 | 49.0 | NaN | NaN | NaN | NaN | SW | 13G30 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.70 | 29.94 | NaN | NaN |
| 155154 | 2019-10-15 23:00:00 | 49.0 | NaN | NaN | NaN | NaN | SW | 14G31 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.69 | 29.93 | NaN | NaN |
| 155155 | 2019-10-15 22:00:00 | 49.0 | NaN | NaN | NaN | NaN | SW | 13G29 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.70 | 29.95 | NaN | NaN |
| 155156 | 2019-10-15 21:00:00 | 48.0 | NaN | NaN | NaN | NaN | SW | 10G25 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.72 | 29.97 | NaN | NaN |
| 155157 | 2019-10-15 20:00:00 | 48.0 | NaN | NaN | NaN | NaN | SSW | 10G19 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.74 | 29.99 | NaN | NaN |
| 155158 | 2019-10-15 19:00:00 | 48.0 | NaN | NaN | NaN | NaN | SW | 10G20 | NaN | 0.0 | 0.0 | 0.0 | NaN | MRPMT | MRPMT-2019.html | 2019 | NaN | 24.75 | 30.01 | NaN | NaN |